自动跌落检测算法研究的公共知识库分析

E. Casilari-Pérez, J. Santoyo-Ramón, J. Cano-García
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引用次数: 1

摘要

使用包含真实或实验对象的运动轨迹的公开可用存储库是定义评估框架的关键方面,该框架允许对可穿戴跌倒检测系统进行系统评估。本文详细分析了公共轨迹数据集,该数据集采用五个感测点来表征用户在执行adl(日常生活活动)和模拟跌倒期间的移动性。该分析旨在分析两个主要因素:传感器位置选择的重要性以及用户个人特征对运动统计特征的可能影响。结果揭示了ADL的性质对判别跌倒的有效性的重要性。
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Analysis of a Public Repository for the Study of Automatic Fall Detection Algorithms
The use of publicly available repositories containing movement traces of real or experimental subjects is a key aspect to define an evaluation framework that allows a systematic assessment of wearable fall detection systems. This papers presents a detailed analysis of a public dataset of traces which employed five sensing points to characterize the user's mobility during the execution of ADLs (Activities of Daily Living) and emulated falls. The analysis is aimed at analysing two main factors: the importance of the election of the position of the sensor and the possible impact of the user's personal features on the statistical characterization of the movements. Results reveal the importance of the nature of the ADL for the effectiveness of the discrimination of the falls.
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